A genetic algorithm for solving linear integer bilevel programming problems

被引:9
|
作者
Liu Yuhui [1 ]
Li Hecheng [2 ]
Chen Huafei [3 ]
机构
[1] Qinghai Normal Univ, Sch Comp Sci & Technol, Xining 810008, Qinghai, Peoples R China
[2] Qinghai Normal Univ, Sch Math & Stat, Xining 810008, Qinghai, Peoples R China
[3] Sichuan Univ Sci & Engn, Sch Math & Stat, Zigong 643000, Peoples R China
基金
中国国家自然科学基金;
关键词
bilevel programming problem; genetic algorithm; integer programming; gradient information; optimal solutions; OPTIMIZATION;
D O I
10.1109/CIS2018.2018.00017
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This manuscript discusses a class of linear integer bilevel programming problems, in which the objective functions and the constraints are linear. A genetic algorithm based on gradient information guidance is proposed for this kind of problems. First of all, for each fixed upper-level variable x, it is proved that the optimal solution y to the lower level integer programming problem can be obtained by solving associated relaxed problems, and then a simplified branch and bound approach is used to solve the follower-level programming problems. In addition, a crossover operator based on gradient information guidance is designed, and the descendant individual is produced in the negative gradient direction of the upper-level function. The simulation results illustrate that the proposed algorithm is efficient and robust.
引用
收藏
页码:40 / 44
页数:5
相关论文
共 50 条
  • [21] A method for solving bilevel linear programming problems
    Pieume, C. O.
    Fotso, L. P.
    Siarry, P.
    JOURNAL OF INFORMATION & OPTIMIZATION SCIENCES, 2008, 29 (02): : 335 - 358
  • [22] An algorithm for linear bilevel programming problems
    Shi, CG
    Zhang, GQ
    Lu, J
    APPLIED COMPUTATIONAL INTELLIGENCE, 2004, : 300 - 303
  • [23] Genetic algorithms for solving linear bilevel programming
    Wang, GM
    Wang, XJ
    Wan, ZP
    Chen, YL
    PDCAT 2005: SIXTH INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED COMPUTING, APPLICATIONS AND TECHNOLOGIES, PROCEEDINGS, 2005, : 920 - 924
  • [24] A class of integer linear fractional bilevel programming problems
    Sharma, Vikas
    Dahiya, Kalpana
    Verma, Vanita
    OPTIMIZATION, 2014, 63 (10) : 1565 - 1581
  • [25] THE WATERMELON ALGORITHM FOR THE BILEVEL INTEGER LINEAR PROGRAMMING PROBLEM
    Wang, Lizhi
    Xu, Pan
    SIAM JOURNAL ON OPTIMIZATION, 2017, 27 (03) : 1403 - 1430
  • [26] GA/PD: a genetic algorithm based on problem decomposition for solving interval linear bilevel programming problems
    Li, Hecheng
    Li, Hong
    ENGINEERING OPTIMIZATION, 2023, 55 (04) : 564 - 579
  • [27] A genetic algorithm using a finite search space for solving nonlinear/linear fractional bilevel programming problems
    Hecheng Li
    Annals of Operations Research, 2015, 235 : 543 - 558
  • [28] A genetic algorithm using a finite search space for solving nonlinear/linear fractional bilevel programming problems
    Li, Hecheng
    ANNALS OF OPERATIONS RESEARCH, 2015, 235 (01) : 543 - 558
  • [29] A Genetic Algorithm for Solving a Class of Multi-objective Bilevel Programming Problems
    Zhang, Shanfeng
    Li, Mengwei
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON AUTOMATION, MECHANICAL CONTROL AND COMPUTATIONAL ENGINEERING, 2015, 124 : 644 - 647
  • [30] An efficient memetic algorithm using approximation scheme for solving nonlinear integer bilevel programming problems
    Liu, Yuhui
    Li, Hecheng
    Chen, Huafei
    Huang, Jing
    INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING, 2020, 23 (01) : 63 - 73